首页 > 最新文献

Journal of the Formosan Medical Association最新文献

英文 中文
Comment on "Five-year population-based study of essential thrombocythemia in Taiwan: Epidemiology, treatment patterns, and sex-based disparities". 台湾原发性血小板增多症的五年人群研究:流行病学、治疗模式及性别差异
IF 2.5 3区 医学 Q1 MEDICINE, GENERAL & INTERNAL Pub Date : 2026-02-06 DOI: 10.1016/j.jfma.2026.02.005
Xin Su, Yujie Su
{"title":"Comment on \"Five-year population-based study of essential thrombocythemia in Taiwan: Epidemiology, treatment patterns, and sex-based disparities\".","authors":"Xin Su, Yujie Su","doi":"10.1016/j.jfma.2026.02.005","DOIUrl":"https://doi.org/10.1016/j.jfma.2026.02.005","url":null,"abstract":"","PeriodicalId":17305,"journal":{"name":"Journal of the Formosan Medical Association","volume":" ","pages":""},"PeriodicalIF":2.5,"publicationDate":"2026-02-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146137387","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Comment on "Multicenter analysis of SARS-CoV-2 vaccination and infection in patients with end-stage kidney disease". 《终末期肾病患者SARS-CoV-2疫苗接种与感染的多中心分析》述评
IF 2.5 3区 医学 Q1 MEDICINE, GENERAL & INTERNAL Pub Date : 2026-02-06 DOI: 10.1016/j.jfma.2026.02.007
Xuefei Yu, Ying Chen, Dongrong Yu
{"title":"Comment on \"Multicenter analysis of SARS-CoV-2 vaccination and infection in patients with end-stage kidney disease\".","authors":"Xuefei Yu, Ying Chen, Dongrong Yu","doi":"10.1016/j.jfma.2026.02.007","DOIUrl":"https://doi.org/10.1016/j.jfma.2026.02.007","url":null,"abstract":"","PeriodicalId":17305,"journal":{"name":"Journal of the Formosan Medical Association","volume":" ","pages":""},"PeriodicalIF":2.5,"publicationDate":"2026-02-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146137471","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Comment on "Application of deep learning reconstruction in abdominal magnetic resonance cholangiopancreatography for image quality improvement and acquisition time reduction". 点评“深度学习重构在腹部磁共振胆管造影中的应用,提高图像质量,缩短采集时间”
IF 2.5 3区 医学 Q1 MEDICINE, GENERAL & INTERNAL Pub Date : 2026-02-06 DOI: 10.1016/j.jfma.2026.02.006
Varshini Vadhithala, Hariharan Srinivasan, Sachin Kumar, Swarupanjali Padhi
{"title":"Comment on \"Application of deep learning reconstruction in abdominal magnetic resonance cholangiopancreatography for image quality improvement and acquisition time reduction\".","authors":"Varshini Vadhithala, Hariharan Srinivasan, Sachin Kumar, Swarupanjali Padhi","doi":"10.1016/j.jfma.2026.02.006","DOIUrl":"https://doi.org/10.1016/j.jfma.2026.02.006","url":null,"abstract":"","PeriodicalId":17305,"journal":{"name":"Journal of the Formosan Medical Association","volume":" ","pages":""},"PeriodicalIF":2.5,"publicationDate":"2026-02-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146137341","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Highlights. 高光。
IF 2.5 3区 医学 Q1 MEDICINE, GENERAL & INTERNAL Pub Date : 2026-02-06 DOI: 10.1016/j.jfma.2026.02.011
Jia-Horng Kao
{"title":"Highlights.","authors":"Jia-Horng Kao","doi":"10.1016/j.jfma.2026.02.011","DOIUrl":"https://doi.org/10.1016/j.jfma.2026.02.011","url":null,"abstract":"","PeriodicalId":17305,"journal":{"name":"Journal of the Formosan Medical Association","volume":" ","pages":""},"PeriodicalIF":2.5,"publicationDate":"2026-02-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146137525","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Response to comment on "Hemoglobin-to-red blood cell distribution width ratio and risk of fragility fracture: A 16-year prospective cohort study". 对“血红蛋白-红细胞分布宽度比与脆性骨折风险:一项16年前瞻性队列研究”评论的回应。
IF 2.5 3区 医学 Q1 MEDICINE, GENERAL & INTERNAL Pub Date : 2026-02-05 DOI: 10.1016/j.jfma.2026.01.040
Shaoxuan Wei, Faming Tian
{"title":"Response to comment on \"Hemoglobin-to-red blood cell distribution width ratio and risk of fragility fracture: A 16-year prospective cohort study\".","authors":"Shaoxuan Wei, Faming Tian","doi":"10.1016/j.jfma.2026.01.040","DOIUrl":"https://doi.org/10.1016/j.jfma.2026.01.040","url":null,"abstract":"","PeriodicalId":17305,"journal":{"name":"Journal of the Formosan Medical Association","volume":" ","pages":""},"PeriodicalIF":2.5,"publicationDate":"2026-02-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146132198","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Real-time endoscopic features to guide biopsy site selection for Helicobacter pylori detection: A retrospective cohort study. 实时内镜特征指导幽门螺杆菌检测活检部位选择:一项回顾性队列研究。
IF 2.5 3区 医学 Q1 MEDICINE, GENERAL & INTERNAL Pub Date : 2026-02-04 DOI: 10.1016/j.jfma.2026.02.002
Shih-Chi Hu, Chen-Tu Wu, Yih-Leong Chang, Chu-Po Chou, Chan-Yi Lin, Tzu-Min Yu, Jyh-Ming Liou, Ming-Shiang Wu, Tzu-Chan Hong

Background: Accurate biopsy-based detection of Helicobacter pylori (H. pylori) is challenging in atrophic gastritis (AG) and intestinal metaplasia (IM). Histologic severity of AG or IM reduces detection rates, but how endoscopic classifications such as Kimura-Takemoto and Endoscopic Grading of Gastric Intestinal Metaplasia (EGGIM) should guide real-time biopsy site selection is uncertain. We evaluated whether these endoscopic features can optimize biopsy strategies for H. pylori.

Methods: This retrospective study analyzed patients with histologically confirmed H. pylori undergoing gastroscopy between June 2023 and September 2024 at a tertiary center in Taiwan. Kimura-Takemoto classification and EGGIM scores (1-4: focal IM; 5-10: extensive IM) were assessed using high-resolution white-light and narrow-band imaging. Biopsies from antrum and corpus were analyzed to determine site-specific detection rate stratified by endoscopic severity.

Results: Among 127 patients (63% female; mean age 61.6 years), the overall detection rate was higher in the antrum than the corpus (89.8% vs. 59.1%, p < 0.001) and remained superior across all stages of Kimura-Takemoto classification. However, with increasing IM severity by EGGIM, antral detection declined while corpus detection increased (focal IM: 92.7% vs. 54.5%, p < 0.001; extensive IM: 84.4% vs. 68.8%, p = 0.302). Additionally, patients aged ≥65 years showed significantly reduced antral detection compared to younger patients (80.8% vs. 96.0%, p = 0.013), whereas corpus detection remained unaffected by age.

Conclusions: Endoscopic features can guide biopsy site selection. Although antral biopsies provide the highest yield, adding corpus biopsies is essential for patients with extensive IM (EGGIM ≥5) or age ≥65 years to optimize H. pylori detection.

背景:在萎缩性胃炎(AG)和肠化生(IM)中,基于活检的幽门螺杆菌(H. pylori)准确检测具有挑战性。AG或IM的组织学严重程度降低了检出率,但内镜分类(如Kimura-Takemoto和内镜下胃肠化生分级(EGGIM))应如何指导实时活检部位选择尚不确定。我们评估了这些内窥镜特征是否可以优化幽门螺杆菌的活检策略。方法:本回顾性研究分析2023年6月至2024年9月在台湾某三级中心接受胃镜检查的组织学证实的幽门螺旋杆菌患者。采用高分辨率白光和窄带成像评估Kimura-Takemoto分类和EGGIM评分(1-4:局灶性IM; 5-10:广泛IM)。对胃窦和体的活检进行分析,以确定按内镜严重程度分层的部位特异性检出率。结果:127例患者(女性63%,平均年龄61.6岁)中,胃窦整体检出率高于体部(89.8% vs. 59.1%), p结论:内镜特征可以指导活检部位的选择。虽然胃窦活检的检出率最高,但对于广泛IM (EGGIM≥5)或年龄≥65岁的患者,增加体腔活检是必要的,以优化幽门螺杆菌的检测。
{"title":"Real-time endoscopic features to guide biopsy site selection for Helicobacter pylori detection: A retrospective cohort study.","authors":"Shih-Chi Hu, Chen-Tu Wu, Yih-Leong Chang, Chu-Po Chou, Chan-Yi Lin, Tzu-Min Yu, Jyh-Ming Liou, Ming-Shiang Wu, Tzu-Chan Hong","doi":"10.1016/j.jfma.2026.02.002","DOIUrl":"https://doi.org/10.1016/j.jfma.2026.02.002","url":null,"abstract":"<p><strong>Background: </strong>Accurate biopsy-based detection of Helicobacter pylori (H. pylori) is challenging in atrophic gastritis (AG) and intestinal metaplasia (IM). Histologic severity of AG or IM reduces detection rates, but how endoscopic classifications such as Kimura-Takemoto and Endoscopic Grading of Gastric Intestinal Metaplasia (EGGIM) should guide real-time biopsy site selection is uncertain. We evaluated whether these endoscopic features can optimize biopsy strategies for H. pylori.</p><p><strong>Methods: </strong>This retrospective study analyzed patients with histologically confirmed H. pylori undergoing gastroscopy between June 2023 and September 2024 at a tertiary center in Taiwan. Kimura-Takemoto classification and EGGIM scores (1-4: focal IM; 5-10: extensive IM) were assessed using high-resolution white-light and narrow-band imaging. Biopsies from antrum and corpus were analyzed to determine site-specific detection rate stratified by endoscopic severity.</p><p><strong>Results: </strong>Among 127 patients (63% female; mean age 61.6 years), the overall detection rate was higher in the antrum than the corpus (89.8% vs. 59.1%, p < 0.001) and remained superior across all stages of Kimura-Takemoto classification. However, with increasing IM severity by EGGIM, antral detection declined while corpus detection increased (focal IM: 92.7% vs. 54.5%, p < 0.001; extensive IM: 84.4% vs. 68.8%, p = 0.302). Additionally, patients aged ≥65 years showed significantly reduced antral detection compared to younger patients (80.8% vs. 96.0%, p = 0.013), whereas corpus detection remained unaffected by age.</p><p><strong>Conclusions: </strong>Endoscopic features can guide biopsy site selection. Although antral biopsies provide the highest yield, adding corpus biopsies is essential for patients with extensive IM (EGGIM ≥5) or age ≥65 years to optimize H. pylori detection.</p>","PeriodicalId":17305,"journal":{"name":"Journal of the Formosan Medical Association","volume":" ","pages":""},"PeriodicalIF":2.5,"publicationDate":"2026-02-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146125457","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Home-based traditional Chinese medicine: blessing for elderly patients. 居家中医:为老年患者祈福。
IF 2.5 3区 医学 Q1 MEDICINE, GENERAL & INTERNAL Pub Date : 2026-02-04 DOI: 10.1016/j.jfma.2026.02.001
Xue Fu, Juanjuan Li
{"title":"Home-based traditional Chinese medicine: blessing for elderly patients.","authors":"Xue Fu, Juanjuan Li","doi":"10.1016/j.jfma.2026.02.001","DOIUrl":"https://doi.org/10.1016/j.jfma.2026.02.001","url":null,"abstract":"","PeriodicalId":17305,"journal":{"name":"Journal of the Formosan Medical Association","volume":" ","pages":""},"PeriodicalIF":2.5,"publicationDate":"2026-02-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146125386","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Efficacy of neoadjuvant chemoradiotherapy with 5-fluorouracil/cisplatin versus paclitaxel/cisplatin in esophageal squamous cell carcinoma: A single-institute real-world study. 5-氟尿嘧啶/顺铂与紫杉醇/顺铂新辅助放化疗治疗食管鳞状细胞癌的疗效:一项单机构真实世界研究
IF 2.5 3区 医学 Q1 MEDICINE, GENERAL & INTERNAL Pub Date : 2026-02-03 DOI: 10.1016/j.jfma.2026.01.060
Yi-Chieh Chen, Nai-Jung Chiang, Pin-I Huang, Po-Kuei Hsu, Ming-Huang Chen, Yu-Ming Liu, Han-Shui Hsu, Muh-Hwa Yang, Yi-Ping Hung

Background: Esophageal squamous cell carcinoma (ESCC) poses a significant health burden globally, particularly in Asian regions, with limited therapeutic options and a challenging prognosis. Neoadjuvant chemoradiotherapy (CRT) has emerged as a primary strategy for managing locally advanced ESCC, although the optimal chemotherapy regimen remains unclear. This study aims to compare the efficacy and safety of two commonly used neoadjuvant chemotherapy regimens, 5-fluorouracil plus cisplatin and paclitaxel plus cisplatin, in patients with locally advanced ESCC.

Methods: This retrospective study included ESCC patients who underwent neoadjuvant CRT, either with 5-fluorouracil/cisplatin or paclitaxel/cisplatin, followed by surgery at a single institution in Taiwan between 2019 and 2022. Treatment-related outcomes, pathological responses, survival analyses, and safety profiles were evaluated and compared between the two chemotherapy groups.

Results: Seventy-two patients were analyzed, with 51 (70.8 %) receiving 5-fluorouracil/cisplatin and 21 (29.2 %) receiving paclitaxel/cisplatin. Both groups showed similar rates of downstaging and pathological complete response (pCR). One-year survival rates were 80.4 % for 5-fluorouracil/cisplatin and 90.5 % for paclitaxel/cisplatin. Two-year survival rates were 66.5 % and 60.8 %, respectively. The hazard ratio for overall survival was 0.81 (95 % CI, 0.36-1.79; p = 0.592). No significant differences in toxicity were observed between the groups.

Conclusion: The study findings suggest that both 5-fluorouracil/cisplatin and paclitaxel/cisplatin regimens demonstrate comparable efficacy and safety profiles as neoadjuvant chemotherapy options for locally advanced ESCC. Decisions regarding the choice of regimen should consider factors such as treatment accessibility, financial costs, and patient preferences. Further research, including randomized controlled trials, is warranted to validate these findings and guide clinical decision-making effectively.

背景:食管鳞状细胞癌(ESCC)在全球范围内造成了重大的健康负担,特别是在亚洲地区,治疗选择有限,预后具有挑战性。新辅助放化疗(CRT)已成为治疗局部晚期ESCC的主要策略,尽管最佳化疗方案尚不清楚。本研究旨在比较5-氟尿嘧啶+顺铂和紫杉醇+顺铂两种常用的新辅助化疗方案在局部晚期ESCC患者中的疗效和安全性。方法:本回顾性研究包括2019年至2022年在台湾一家机构接受5-氟尿嘧啶/顺铂或紫杉醇/顺铂新辅助CRT治疗的ESCC患者。对两个化疗组的治疗相关结果、病理反应、生存分析和安全性进行评估和比较。结果:分析72例患者,51例(70.8%)接受5-氟尿嘧啶/顺铂治疗,21例(29.2%)接受紫杉醇/顺铂治疗。两组患者的降期率和病理完全缓解率(pCR)相似。5-氟尿嘧啶/顺铂组的1年生存率为80.4%,紫杉醇/顺铂组为90.5%。两年生存率分别为66.5%和60.8%。总生存率的风险比为0.81 (95% CI, 0.36-1.79; p = 0.592)。各组间毒性无显著差异。结论:研究结果表明,5-氟尿嘧啶/顺铂和紫杉醇/顺铂方案作为局部晚期ESCC的新辅助化疗方案具有相当的疗效和安全性。有关方案选择的决定应考虑诸如治疗可及性、经济成本和患者偏好等因素。进一步的研究,包括随机对照试验,有必要验证这些发现并有效地指导临床决策。
{"title":"Efficacy of neoadjuvant chemoradiotherapy with 5-fluorouracil/cisplatin versus paclitaxel/cisplatin in esophageal squamous cell carcinoma: A single-institute real-world study.","authors":"Yi-Chieh Chen, Nai-Jung Chiang, Pin-I Huang, Po-Kuei Hsu, Ming-Huang Chen, Yu-Ming Liu, Han-Shui Hsu, Muh-Hwa Yang, Yi-Ping Hung","doi":"10.1016/j.jfma.2026.01.060","DOIUrl":"https://doi.org/10.1016/j.jfma.2026.01.060","url":null,"abstract":"<p><strong>Background: </strong>Esophageal squamous cell carcinoma (ESCC) poses a significant health burden globally, particularly in Asian regions, with limited therapeutic options and a challenging prognosis. Neoadjuvant chemoradiotherapy (CRT) has emerged as a primary strategy for managing locally advanced ESCC, although the optimal chemotherapy regimen remains unclear. This study aims to compare the efficacy and safety of two commonly used neoadjuvant chemotherapy regimens, 5-fluorouracil plus cisplatin and paclitaxel plus cisplatin, in patients with locally advanced ESCC.</p><p><strong>Methods: </strong>This retrospective study included ESCC patients who underwent neoadjuvant CRT, either with 5-fluorouracil/cisplatin or paclitaxel/cisplatin, followed by surgery at a single institution in Taiwan between 2019 and 2022. Treatment-related outcomes, pathological responses, survival analyses, and safety profiles were evaluated and compared between the two chemotherapy groups.</p><p><strong>Results: </strong>Seventy-two patients were analyzed, with 51 (70.8 %) receiving 5-fluorouracil/cisplatin and 21 (29.2 %) receiving paclitaxel/cisplatin. Both groups showed similar rates of downstaging and pathological complete response (pCR). One-year survival rates were 80.4 % for 5-fluorouracil/cisplatin and 90.5 % for paclitaxel/cisplatin. Two-year survival rates were 66.5 % and 60.8 %, respectively. The hazard ratio for overall survival was 0.81 (95 % CI, 0.36-1.79; p = 0.592). No significant differences in toxicity were observed between the groups.</p><p><strong>Conclusion: </strong>The study findings suggest that both 5-fluorouracil/cisplatin and paclitaxel/cisplatin regimens demonstrate comparable efficacy and safety profiles as neoadjuvant chemotherapy options for locally advanced ESCC. Decisions regarding the choice of regimen should consider factors such as treatment accessibility, financial costs, and patient preferences. Further research, including randomized controlled trials, is warranted to validate these findings and guide clinical decision-making effectively.</p>","PeriodicalId":17305,"journal":{"name":"Journal of the Formosan Medical Association","volume":" ","pages":""},"PeriodicalIF":2.5,"publicationDate":"2026-02-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146119292","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Machine learning-based prediction of CAC-defined cardiovascular risk using routine health examination data: a retrospective cross-sectional study in a Taiwanese population. 利用常规健康检查数据预测cac定义的心血管风险的机器学习:台湾人群的回顾性横断面研究。
IF 2.5 3区 医学 Q1 MEDICINE, GENERAL & INTERNAL Pub Date : 2026-02-03 DOI: 10.1016/j.jfma.2026.01.061
Shan-Shan Chuang, Fu-Tien Chiang, Shih-Wei Lin

Background: Early identification of individuals at elevated cardiovascular risk using routine health examination data is essential for preventive cardiology. Machine learning (ML) offers a scalable and non-invasive approach to enhance risk stratification.

Methods: This retrospective study analyzed 899 asymptomatic adults (mean age: 57.3 ± 11.8 years; 608 men) who underwent coronary artery calcium (CAC) scanning or coronary computed tomography angiography (CCTA) at a health management center in Taiwan between 2018 and 2021. Participants were classified into four CAC-based risk categories (0, 1-99, 100-299, ≥300). Nineteen demographic and clinical variables were used to train decision tree (DT), random forest (RF), and support vector machine (SVM) classifiers. Model performance was evaluated using accuracy and AUC, with AUC differences assessed by DeLong's test.

Results: The RF model demonstrated the best performance (accuracy: 76 %, AUC: 0.78), followed by SVM (accuracy: 70 %, AUC: 0.78) and DT (accuracy: 74 %, AUC: 0.75). All models showed clinically meaningful discrimination using readily accessible, non-laboratory health examination data.

Conclusion: ML models incorporating routine health examination variables can effectively predict CAC-defined cardiovascular risk and may serve as practical, scalable pre-screening tools within preventive healthcare workflows, particularly in settings where laboratory testing or advanced imaging resources may be limited.

背景:使用常规健康检查数据早期识别心血管风险升高的个体对预防心脏病学至关重要。机器学习(ML)提供了一种可扩展且非侵入性的方法来增强风险分层。方法:本回顾性研究分析了2018年至2021年在台湾一家健康管理中心接受冠状动脉钙化(CAC)扫描或冠状动脉ct血管造影(CCTA)的899名无症状成年人(平均年龄:57.3±11.8岁;男性608名)。参与者被分为4个基于cac的风险类别(0,1 -99,100-299,≥300)。19个人口学和临床变量用于训练决策树(DT)、随机森林(RF)和支持向量机(SVM)分类器。使用准确性和AUC来评估模型性能,AUC差异通过DeLong的测试来评估。结果:射频模型表现最佳(准确率为76%,AUC为0.78),其次是支持向量机(准确率为70%,AUC为0.78)和DT(准确率为74%,AUC为0.75)。使用易于获取的非实验室健康检查数据,所有模型均显示有临床意义的歧视。结论:包含常规健康检查变量的ML模型可以有效地预测cac定义的心血管风险,并且可以在预防性医疗工作流程中作为实用的,可扩展的预筛查工具,特别是在实验室测试或高级成像资源可能有限的环境中。
{"title":"Machine learning-based prediction of CAC-defined cardiovascular risk using routine health examination data: a retrospective cross-sectional study in a Taiwanese population.","authors":"Shan-Shan Chuang, Fu-Tien Chiang, Shih-Wei Lin","doi":"10.1016/j.jfma.2026.01.061","DOIUrl":"https://doi.org/10.1016/j.jfma.2026.01.061","url":null,"abstract":"<p><strong>Background: </strong>Early identification of individuals at elevated cardiovascular risk using routine health examination data is essential for preventive cardiology. Machine learning (ML) offers a scalable and non-invasive approach to enhance risk stratification.</p><p><strong>Methods: </strong>This retrospective study analyzed 899 asymptomatic adults (mean age: 57.3 ± 11.8 years; 608 men) who underwent coronary artery calcium (CAC) scanning or coronary computed tomography angiography (CCTA) at a health management center in Taiwan between 2018 and 2021. Participants were classified into four CAC-based risk categories (0, 1-99, 100-299, ≥300). Nineteen demographic and clinical variables were used to train decision tree (DT), random forest (RF), and support vector machine (SVM) classifiers. Model performance was evaluated using accuracy and AUC, with AUC differences assessed by DeLong's test.</p><p><strong>Results: </strong>The RF model demonstrated the best performance (accuracy: 76 %, AUC: 0.78), followed by SVM (accuracy: 70 %, AUC: 0.78) and DT (accuracy: 74 %, AUC: 0.75). All models showed clinically meaningful discrimination using readily accessible, non-laboratory health examination data.</p><p><strong>Conclusion: </strong>ML models incorporating routine health examination variables can effectively predict CAC-defined cardiovascular risk and may serve as practical, scalable pre-screening tools within preventive healthcare workflows, particularly in settings where laboratory testing or advanced imaging resources may be limited.</p>","PeriodicalId":17305,"journal":{"name":"Journal of the Formosan Medical Association","volume":" ","pages":""},"PeriodicalIF":2.5,"publicationDate":"2026-02-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146119324","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Comment on "Third-line platinum-based chemotherapy for patients with metastatic pancreatic ductal adenocarcinoma". 关于“转移性胰腺导管腺癌三线铂类化疗”的评论。
IF 2.5 3区 医学 Q1 MEDICINE, GENERAL & INTERNAL Pub Date : 2026-02-02 DOI: 10.1016/j.jfma.2026.01.067
Kishankumar Mahida, Snehal Rajendra Jagtap
{"title":"Comment on \"Third-line platinum-based chemotherapy for patients with metastatic pancreatic ductal adenocarcinoma\".","authors":"Kishankumar Mahida, Snehal Rajendra Jagtap","doi":"10.1016/j.jfma.2026.01.067","DOIUrl":"https://doi.org/10.1016/j.jfma.2026.01.067","url":null,"abstract":"","PeriodicalId":17305,"journal":{"name":"Journal of the Formosan Medical Association","volume":" ","pages":""},"PeriodicalIF":2.5,"publicationDate":"2026-02-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146113522","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
期刊
Journal of the Formosan Medical Association
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1